Methodologies for predicting coronary surgery outcomes

Preliminary results using an artificial neural network (ANN) on a coronary artery bypass grafting (CABG) surgery database highlighted challenges when faced with a low representation of a binary variable in the database. We will artificially alter the distribution of the database by reproducing or removing cases, and observe any changes in ANN performance. Final results will be presented at the conference.